Homework
5 (Computed Tomographic (CT) Reconstruction) : submit
via email to ee528homeworks
AT gmail.com
I will grade best four out of the five homeworks.
- Take the phantom image
- Simulate CT : compute radon transform along N directions and at M
points in each direction
- Implement CT reconstruction using two of the following techniques
- Filtered Back-Projection (FBP)
- FBP with the high pass filter replaced by a Wiener filter
(FBP-Wiener)
- Algebraic Reconstruction Technique (ART) with a piecewise
constant square/rectangle prior model
- Compressive Sensing (CS) (recreate the results given in
this paper
http://www.acm.caltech.edu/~jrom/publications/CandesRombergTao_revisedNov2005.pdf
)
- Compare the improvement in reconstruction quality as the the
number of projection angles, N, is increased from 20 to 90, do this
visually for two-three cases and also plot an MSE plot,
- If you do implement FBP-Wiener, compare performance with FBP
when noise is added to the radon transform
- I will recommend implementing either FBP and FBP-Wiener
(compare performance as noise is increased) or FBP and CS (compare
performance as N is changed), or ART and CS (compare performance as N
is changed)
- If you want - try the above algorithms on brain or cardiac images
obtained from the web